Spatial Temporal Regression

This notebook illustrates fitting a Guassian process for daily average Nitrous Oxide levels with data from all sites on all dates after number 345.

0. Prepare Environment

1. Load Dataset

2. Type II Likelihood Maximisation

3. Markov Chain Monte Carlo

3.1. Posterior Mean

3.2. Maximum A Posteriori

3.3. Posterior Credible Interval

4. Variational Inference

4.1. Posterior Mean

4.2. Maximum A Posteriori

4.3. Posterior Credible Interval